Meeting Info
AI/ML Framework meetings are open to the public and held on Tuesdays at noon UTC. World Time Zone Map Zoom 1 Info:
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All meeting notes
2023-03-21 (Tuesday)
Recording Link:
Presentation:
Topics:
- AIMLFW feature addition
- Joseph Thaliath mentioned Currently working on creating an abstraction for pipelines. AIMLFW-32
- Joseph Thaliath mentioned today the Chart museum installation error is fixed.
- AIMLFW integration
- DME
- Joseph Thaliath showed an initial demo of how data generated by DME in influx DB can be used for AIMLFW for training.
- VIdeo links:
- Kevin Timoney asked the Influx DB we are using. SMO is using Influx DB version 1. There will be minor difference between version and version 2.
- John Keeney Working with O1 simulators team to generate the data , so that data is available at the right time. This will give a complete end to end flow.
- John Keeney asked how the data was generated and mentioned mostly they will pre-spec.
- Joseph Thaliath mentioned that a python code was used to read data from csv file, generate xml files, uploaded to http server, and generate file ready events
- Joseph Thaliath was suggesting a one time historical job for retrieving data along with notification. We can discuss this further in offline meeting or non-rt ric meeting
- SMO
- Joseph Thaliath mentioned that a Jira task is added for this activity. We have fixed the installation errors. The latest version in the aimlfw-dep repository can be used for installation. As Kevin mentioned the SMO might be using version 1 and there might compatibility issues with AIMLFW. Need to check this.
- Joseph Thaliath need to check if SMO has plan to upgrade influx DB version to v2.
- DME
- Kserve adapter
- for xApp
- Joseph Thaliath mentioned minha lee is not able to join today. The update on this item is that coding is complete, review and testing is ongoing. Will be committed by next sprint.
- for rApp
- Joseph Thaliath was asking if there is steps for installing this.
- Aravindhan Ayyanathan mentioned the commits related to kserve is merged and it should be available as part of the SMO install. It should be specifically be enabled. It is part of OAM.
- John Keeney mentioned installation should be part of the it-dep repository.
- John Keeney mentioned that in the charts we've the added the extension to enable case kserve.
- for xApp
2023-03-07 (Tuesday)
Recording Link: https://zoom.us/rec/share/l56W82pnH7YnLbcvnVTIbDAn5Za-PsWDqcx-28QEF9z7U_GvPoynBZ4tWLlAjv9V.1PomUCDM0o6CXjoz
Presentation: N/A
Topics:
- AIMLFW feature addition
- Joseph Thaliath mentioned that edit and retraining features are added and committed to gerrit
- Joseph Thaliath mentioned the next feature is to create simplified approach for training pipelines.
- AIMLFW integration
- DME
- Joseph Thaliath mentioned the PM file demo by non-rt ric team using ICS and kafka was tried out.
- Björn Magnusson showed a demo of PM file demo using PM logger approach which stored data in influx DB. There are two approaches of how data is stored in influx DB. Joseph Thaliath to check which one is a better approach.
- Joseph Thaliath mentioned that we will try out the new approach of filtered data stored in influx DB. We analyze and see which type of data organization is better. or maybe in different usecases , we can have different data organization options.
- Regarding milliseconds information to be captured as part of QoE dataset, we can have an offline discussion.
- SMO
- Joseph Thaliath mentioned that , we need to try the SMO Influx DB option. Need to check if this can skipped as DME itself has an option to store filtered data in Influx DB.
- DME
- Kserve adapter
- for xApp
- minha lee mentioned that design is shared with Subhash from Near-RT RIC team. Development is in progress.
- for rApp
- Aravindhan Ayyanathan showed a demo of ACM approach of deploying models on Kserve. He will share the steps on how to try it out once the final commits are complete.
- John Keeney mentioned via chat that what we saw in the demo will be likely be wrapped up inside an ORAN rApp manager, when we have a clear R1 spec for app management, and the app package defn etc will likely evolve too. But this is the basis/internals for what we plan for osc.
- for xApp
2023-02-21 (Tuesday)
Recording Link: https://zoom.us/rec/share/B_bvqVEu8BHiZt7wJYcQ8s8jByrTx7tN7oR94-_cG3_Nuxn36u8vV5uOgUtrvvur.YKD9j34luqPdVfyj
Presentation:
Activities
- Share integration discussion result and demo plan of SMO/Non-RT RIC
- Joseph Thaliath shared the existing plan for integration with Non-RT RIC DME
- Joseph Thaliath suggested an end notification to be provided , so that AIMLFW knows all the historical data requested is provided, so that training can be started
- John Keeney mentioned that pm data needs to be in xml format as used in the demo flow
- Patrik Buhr described pm logger approach where data can be stored in influx db and AIMLFW can retrieve it from it directly.
- Patrik Buhr asked about the preferred influx DB version, data schema required.
- Joseph Thaliath said will check and inform and after trying out the new approach will have a better idea on the requirements and gaps.
- Björn Magnusson mentioned that by end of this week, this approach will be integrated to end to end flow, so that we can try it out.
- Kevin Timoney mentioned he was working on Apache camel and kafka connect, whic can be another option for data access
- Share Kserve Adapter design
- Update integrate plan for xApp Onboarder and RICDMS
- Kserve Adapter - AI/ML Framework - Confluence (o-ran-sc.org)
- John Keeney and Aravindhan Ayyanathan discussed about the Automation Composition Management: Architecture and Design - Developer Wiki - Confluence (onap.org) and new kserve based component based on ACM.
- Aravindhan Ayyanathan mentioned they have demo of Kserve deployment of a sample model.
- John Keeney said we can have a demo of it in 2 weeks to get better understanding.
- Links shared during the meeting
2023-02-07 (Tuesday)
Recording Link:
Presentation:
- Discuss cooperation with Viavi solution that could be useful for us to put together a use case - Baruch Friedman from Viavi Avinash Bhat
- JIRA tasks
- H Release Epics
- [AIMLFW-13] All Test for H Release - ORAN Jira (o-ran-sc.org)
- [AIMLFW-23] Installing Kserve inference service CRD in RIC cluster - ORAN Jira (o-ran-sc.org)
- [AIMLFW-26] Diversify training data source for Training host - ORAN Jira (o-ran-sc.org)
- [AIMLFW-25] training pipeline modification, retraining triggering - ORAN Jira (o-ran-sc.org)
- [AIMLFW-24] Integrated installation - ORAN Jira (o-ran-sc.org)
- H Release Sprint
- Active Works
- [AIMLFW-22] fixing sonar issues - ORAN Jira (o-ran-sc.org) - Rajdeep Singh
- [AIMLFW-14] Define requirements - ORAN Jira (o-ran-sc.org) - Joseph Thaliath, Vishal Varvate
- [AIMLFW-11] Define requirements - ORAN Jira (o-ran-sc.org) - Minha Lee, Youhwan Seol
- [AIMLFW-16] Define requirements - ORAN Jira (o-ran-sc.org) - Joseph Thaliath
- [RIC-955] Integrate kserve adapter as optional component in RIC - ORAN Jira (o-ran-sc.org) - Subhash (RICPLT), Minha Lee, Youhwan Seol
- H Release Epics
2023-01-24 (Tuesday)
Recording Link: https://zoom.us/rec/share/-mPBxtpibaCe-xluB7SSUg-Yx4PHPhmj9Q2KabmuRaprbtnW1EwGPx_hpruvhjP5.7B5c3tcV6JxbbuMs
Presentation: Integration_plan.pptx , KserveAdpater plan.pptx
- Open RAN gym framework Demo - Northeastern university
- https://openrangym.com/
- Prof. Salvatore D'Oro(s.doro@northeastern.edu), Prof. Melodia(t.melodia@northeastern.edu), Michele Polese(m.polese@northeastern.edu), Leonardo Bonati(l.bonati@northeastern.edu)
- (Open RAN Gym Team) introduced Open RAN Gym and showed live demo
- Since our seed code cannot handle RL model in RIC, so we need research about how to integrate demo scenario and simulator with AIML framework.
- We need to get training data via O1 from simulator and deploy ML xApp and training pipeline in the RIC as well.
- We will keep discussing offline about the cooperation.
- Integration AIML FW with Non-RT RIC/ SMO plan → postponed
- Work items for obtaining training data from DME in Non-RT RIC, InfluxDB in SMO
- Kserve adapter Concept discussion → postponed
- How to handle Kserve inference service
- (Hoejoo) We need to attend RICPLT meeting to share our idea
- As an ML xApp : Need to do registration to Appmgr and notify to SMO via O1
- As a platform service : Need to manage them by platform
- How to handle Kserve inference service
2023-01-10 (Tuesday)
Recording Link: https://zoom.us/rec/share/ZksdZ4Pcy8SHAuja_Y5XV3h749SrdzL1jNCsRWscCoR_vI7mEMu_vzLvUqxSy_s3.XhBSwcFvMQgbdYIP
Presentation:
- Sprint planning
- Period : Jan. 10, 2023 ~ Jan. 23, 2023 (AIMLFW Board - Agile Board - ORAN Jira (o-ran-sc.org))
- Sprint goal : Define H release scope by discussion with other projects and WGs
- TASKs ([AIMLFW-17] Discussion with other projects and WGs - ORAN Jira (o-ran-sc.org))
- DME Integration with AIML FW
- Discuss about the R1 interface, DME related demo in Non-RT RIC project
- Need to install DME available in g-release and check how it works.
Integration plan based on the existing implementation.
Training pipeline Enhancement
Add sample pipelines by default, reducing user effort
Simplify the process of adding new training pipeline (reducing the amount of code written by user)
Implementation plan
Integrated installation
- Integrate with SMO Influx DB
- (+ Vishal will work on it)
- Plan to install as part of SMO first
- Integrate with SMO Influx DB
Kserve adapter
Implementation plan for deploying models in Near-RT RIC
- (+Jone Keeney suggest dicuss about Implementation plan for deploying models in Non-RT RIC, too )
Need to define how to integrate DMS Cli and Management Func.
- DME Integration with AIML FW
- AI/ML related discussion and features in O-RAN alliance meetings
- MVP-C:
- Present our current implementation and get feedback on the direction from specification point of view.
- (+ James asked about any plan for alignment with MVP-C plan)
- (+ Joseph answered that we will look into the plan about R1 and Non-RT RIC architecture)
- (+ Hoejoo answered that we will prepare clear idea for AIML module in Near-RT RIC )
- Identify gaps with framework in O-RAN SC and specification plan in O-RAN alliance
- AI/ML meetings in WG2 (https://oranalliance.atlassian.net/l/cp/j21ufRL3)
- Any other meetings related to AI/ML topics ?
- MVP-C:
- Presentation and discussion of AIML workflow and integration points in RSAC meeting.
- Open RAN gym framework Demo - Prof. Salvatore D'oro from Northeastern university => postponed!
- Prof Prof. Salvatore D'oro shared information about open ran gym (https://openrangym.com/)
- In the next meeting , Prof. Salvatore D'oro will show a live demo.
- contact email id: s.doro@northeastern.edu
2022-12-13 (Tuesday)
Recording Link: https://zoom.us/rec/share/psMPyq9rt0f7d6hMhlrK4RGU6YylB77ObJq0zVbP6pI4kdTMSH7CCN3ZnOGFEaDb.6M2uBwSzhhtSUQ5K
Presentation:
- Sprint 5 progress
- Prepare for release G
- Prepare Demonstration videos
- Installation of framework
- QoE usecase Training
- ML xApp and Assist xApp deployment and inference
- Videos uploaded here: Files related to G release
- Joseph Thaliath mentioned demonstration is uploaded in the above link
- Documentation
- Adding docs as part of aimlfw-dep repository to explain the steps for installation
- Add docs for all repository and update in main o-ran documentation page (https://docs.o-ran-sc.org/)
- Joseph Thaliath mentioned docs folder is added to all the repositories.
- Add README and LICENSE files in all repositories
- Joseph Thaliath added License files in all repositories
- Sonar integration (https://sonarcloud.io/organizations/o-ran-sc/projects)
- Joseph Thaliath mentioned AIMLFW repositories are integrated to sonar
- G release branch creation
- Joseph Thaliath will create g release branch by tomorrow.
- Prepare Demonstration videos
- Prepare for release G
- H-release plan
- Plan for integration of AIMLFW with other projects in oran sc,
- Discuss about the R1 interface, DME related demo in Non-RT RIC project
- AI/ML related discussion and features in O-RAN alliance meetings
- MVP-C:
- Present our current implementation and get feedback on the direction from specification point of view.
- Identify gaps with framework in O-RAN SC and specification plan in O-RAN alliance
- AI/ML meetings in WG2 (https://oranalliance.atlassian.net/l/cp/j21ufRL3)
- Any other meetings related to AI/ML topics ?
- MVP-C:
- Presentation and discussion of AIML workflow and integration points in RSAC meeting.
- Discuss and finalize overall list of items for H release - Sprint 6
- Joseph Thaliath added H release plan presentation and gave an overview. Joseph Thaliath has asked for comments and review of the presentation and provide suggestion to add new features/topics
- Open RAN gym framework - Prof. Salvatore D'oro from Northeastern university
- Prof Prof. Salvatore D'oro shared information about open ran gym (https://openrangym.com/)
- In the next meeting , Prof. Salvatore D'oro will show a live demo.
- contact email id: s.doro@northeastern.edu
2022-11-29 (Tuesday)
Recording Link: https://zoom.us/rec/share/7UjPD3y1af93tvkcVb-kZ2i2aBayMuZDVye7TD31g565L72vXNM4PilNw39owZbt.Fs5N7UXcmstz7VXX
Presentation:
Agenda and meeting minutes:
- Sprint 4 progress
- Review the status of JIRA tasks created
- Prepare installation scripts for AIMLFW . Joseph Thaliath mentioned that it is completed and the code is updated in gerrit.
- Create jenkins job for all AIMLFW repositories. Joseph Thaliath mentioned that Jenkins job for 2 repositories are created and working. For 2 more repositories, there is issue with authentication. Tickets have been raised with Linux foundation helpdesk.
- Adding unit tests, Integration with SONAR. Joseph Thaliath mentioned that unit tests for single repository has been tested and test and coverage is shown in the logs but not updated in SONAR, We are still checking this issue.
- QoE assist xapp minha lee mentioned that integrated testing is complete, will create a demonstration video for the same.
- Integrated testing. Joseph Thaliath mentioned we need to download the code back from gerrit and verify the end to end working.
- Review the status of JIRA tasks created
- Sprint 5 plan
- Prepare for release G
- Prepare Demonstration videos
- Installation of framework
- QoE usecase Training
- ML xApp and Assist xApp deployment and inference
- Joseph Thaliath mentioned that we will upload videos for the above scenarios.
- Documentation
- Adding docs as part of aimlfw-dep repository to explain the steps for installation
- Joseph Thaliath mentioned that we are looking at the steps to create documentation for the project in https://docs.o-ran-sc.org/. We are checking the steps mentioned in Configure Repo for Documentation.
- Add README and LICENSE files in all repositories
- G release branch creation
- Prepare Demonstration videos
- Prepare for release G
- H-release plan
- Plan for integration of AIMLFW with other projects in oran sc,
- Discuss about the R1 interface, DME related demo in Non-RT RIC project
- AI/ML related discussion and features in O-RAN alliance meetings
- MVP-C:
- Present our current implementation and get feedback on the direction from specification point of view.
- Identify gaps with framework in O-RAN SC and specification plan in O-RAN alliance
- AI/ML meetings in WG2 (https://oranalliance.atlassian.net/l/cp/j21ufRL3)
- Any other meetings related to AI/ML topics ?
- MVP-C:
- Presentation and discussion of AIML workflow and integration points in RSAC meeting.
- Discuss the open questions and priorities of integration interfaces to consider
- Joseph Thaliath mentioned we are looking at presenting the attached presentation in the rsac meeting to get feedback.
- @Hunje Yeon asked if any new usecase will be considered for h release?
- Joseph Thaliath mentioned that we can look at the other ML xApp as part of traffic steering usecase which is the anomoly detection xApp. Also we can check with others in the community if any other usecase we can demonstrate on top of the framework.
2022-11-15 (Tuesday)
Recording Link: https://zoom.us/rec/share/I7t4MTcc2q1MPdLgxdO7ABNsFbdoDdhYm60QUW1KJ7ZeEflxyYufStZhfmuITT8.xdrL7swckXX4mr15
Presentation:
Agenda and meeting minutes:
- Sprint 3 progress
- Review the status of JIRA tasks created
- Prepare installation scripts for AIMLFW
- Create jenkins job for all AIMLFW repositories
- Adding unit tests
- Creation of repositories
- Creation of QoE assist xapp
- Joseph Thaliath mentioned that installation scripts are locally tested. Will start contributing the code by tomorrow.
- Joseph Thaliath mentioned that aiml-fw/aimlfw-dep, ric-app/qp-aimlfw repositories are created
- minha lee mentioned that QoE assist xapp will be completed by this week
- Review the status of JIRA tasks created
- Sprint 4 plan
- Commit installation scripts for AIMLFW
- Create jenkins job for all AIMLFW repositories
- Adding unit tests
- Creation of QoE assist xapp
- Integrated testing
- Joseph Thaliath mentioned that we have moved the above Jira items to sprint 4
- Joseph Thaliath mentioned that maybe we can try to show a demo of the end to end flow of the AIMLFW during the next AIMLFW meeting
- H-release plan
- Plan for integration of AIMLFW with other projects in oran sc,
- Discuss about the R1 interface, DME related demo in Non-RT RIC project
- AI/ML related discussion and features in O-RAN alliance meetings
- MVP-C:
- AI/ML for O-RAN feature proposal is approved in MVP-C meeting (https://oranalliance.atlassian.net/wiki/spaces/MVPC/pages/2698445926/Meeting+Minutes+2022-11-14+Technical+session+-+Draft).
- Present our current implementation and get feedback on the direction from specification point of view.
- Identify gaps with framework in O-RAN SC and specification plan in O-RAN alliance
- AI/ML meetings in WG2 (https://oranalliance.atlassian.net/l/cp/j21ufRL3)
- Joseph Thaliath mentioned that the first meeting was held 2 weeks back. They have started defining the services for AI/ML in Non-RT RIC
- Any other meetings related to AI/ML topics ?
- MVP-C:
- Joseph Thaliath shared the attached presentation which describes the AI/ML workflow according to our understanding. In the workflow, we have marked the interfaces that requires integration with other projects.
- @Hunje Yeon mentioned that we need to present this presentation describing AI/ML workflow in the RSAC meeting for feedback and priority.
2022-11-01 (Tuesday)
Recording Link: https://zoom.us/rec/share/1hsavyCSMJ9FuXROFxf8GnR6ADmTGgcmgq_ZOSWz84uSD3x95EMa9A3_2vJWqNz-.DZldEzGBmBfxCrto
Presentation: N/A
Agenda and meeting minutes:
- Sprint 3 progress
- Review the status of JIRA tasks created
- Prepare installation scripts for AIMLFW
- Create jenkins job for all AIMLFW repositories
- Adding unit tests
- Creation of repositories
- Creation of QoE assist xapp
- Vishal Varvate (from Capgemini) mentioned they are looking into the QoE xApp. minha lee from Samsung is also looking into this activity. To be discussed offline for collaboration.
- Vishal Varvate mentioned we need to have offline discussion. Joseph Thaliath to setup offline call to discuss about this activity.
- Vishal Varvate was asking if the source code is available in the repositories.
- Joseph Thaliath mentioned that source code for all the components are uploaded.
- Review the status of JIRA tasks created
- In the previous meeting, John Keeney mentioned about a demo from Non-RT RIC project regarding accessing PM data (including historical data) using the R1 interface. Implementing Authenticated access to the data is in progress. Demo might be planned during Non-RT RIC/RSAC meeting
- Demo link: https://wiki.o-ran-sc.org/download/attachments/57377869/20221019-OSC-NONRTRIC-PMFileCollection-rApp-ICS-R1DME.mp4?version=1&modificationDate=1666210546930&api=v2
- Joseph Thaliath mentioned about going through the demo video and asked about the interface to datalake,
- John Keeney mentioned that the current demo is not integrated with data lake in SMO yet. If the job has been running for a while some of the historical information will be there already cached. Also, we need to look at the usefulness of the solution right now instead of the checking the standardization part. It is important to have an interface to the data wherever it is, rather than going directly into the database to get it.
- Joseph Thaliath to check further on this implementation and demo and discuss further in the Non-RT RIC project meeting.
- In the previous meeting, Joseph Thaliath mentioned about the problem of showing the commits mapped to unknown organization in LF insights page. John Keeney said it is best to follow-up using LF helpdesk Jira tickets.
- Joseph Thaliath, mentioned this issue is resolved using LF tickets.
- Trigger License screening of seed code committed.
- Joseph Thaliath to check further in RSAC and TOC calls.
- H-release plan
- Plan for integration of AIMLFW with other projects in oran sc,
- Discuss about the R1 interface, DME related demo in Non-RT RIC project
- AI/ML related discussion and features in O-RAN alliance meetings
- Should we initiate offline discussion with MVP-C members working on AI/ML proposal?
- Present our current implementation and get feedback on the direction from specification point of view.
- Identify gaps with framework in O-RAN SC and specification plan in O-RAN alliance,
- Should we initiate offline discussion with MVP-C members working on AI/ML proposal?
- Joseph Thaliath asked if any volunteers will be able to study this activity?
- John Keeney mentioned that it is best to get directions from O-RAN alliance.
- Vishal Varvate mentioned about joining these meetings in O-RAN alliance community and we can sync up on the understanding in the AIMLFW meetings,
- Joseph Thaliath mentioned that we need to look at integration points like data collection for training/inference, Model deployment interface (maybe O2) , Model performance/feedback interfaces, Model formats etc.
- James Li requested if it is possible to change timing of this meeting since it will be very early in the west coast.
- Joseph Thaliath to check if it is possible to postpone the meeting by an hour.
2022-10-18 (Tuesday)
Recording Link: https://zoom.us/rec/share/rTAOMvhLN2pdpbgdWJEjlJ-CLBb9pdbFaJQAJGklAJuxHm6vKP6e-gt6WmQ4w4SD.nG9Qckk02BnS8ANv
Presentation: N/A
Agenda:
- oran alliance F2F meeting
- Joseph Thaliath added the slides and demo video in RSAC contributions page.
- Presentation: https://wiki.o-ran-sc.org/download/attachments/3604609/AIMLFW%20Project_f2f.pptx?api=v2
- Demo video: https://wiki.o-ran-sc.org/download/attachments/3604609/AIMLFW_demo_f2f_oct2022.mp4?api=v2
- Sprint 2 update
- Repo creation
- Joseph Thaliath All repositories created for the seed code
- Todo: Close JIRA sub task : AIMLFW-3
- Seed code commit
- Joseph Thaliath Most of the source code is updated in the new repositories. Refer AIMLFW-2 for the details of the commits
- Todo: Complete initial source code commits by end of this week and close JIRA task: AIMLFW-2
- Repo creation
- Sprint 3 plan
- ToDo: Add JIRA tasks for the new sprint
- Tasks pending
- Development of End to end deployment scripts
- Jenkins job configurations for the new repositories
- QoE assist xApp development
- Vishal Varvate (from Capgemini) mentioned they are looking into the QoE xApp. minha lee from Samsung is also looking into this activity. To be discussed offline for collaboration.
- Unit test cases
- John Keeney mentioned about a demo from Non-RT RIC project regarding accessing PM data (including historical data) using the R1 interface. Implementing Authenticated access to the data is in progress. Demo might be planned during Non-RT RIC/RSAC meeting
- Joseph Thaliath mentioned about the problem of showing the commits mapped to unknown organization in LF insights page. John Keeney said it is best to follow-up using LF helpdesk Jira tickets.
2022-10-04 (Tuesday)
Recording Link: https://zoom.us/rec/share/TlexsI44mmpMsU6wfiiHWeFVsKgjr2bKmqrCAPt7HMm4ACPgEiV24IBidCW1XGU.D1HoThZyZ4ffClbE
Presentation: N/A
Agenda:
- Sprint update
- repo creation
- seed code contribution
- portal/aiml-dashboard
- aiml-fw/awmf/tm
- aiml-fw/athp/tps/kubeflow adapter
- aiml-fw/athp/sdk/feature store
- aiml-fw/athp/sdk/model storage
- aiml-fw/athp/data extraction
- Next Sprint Tasks
aiml-fw/dep
- ricapp/qp-aimlfw
Discussion about cooperation with Keysight(Eng Wei Koo)- Joseph Thaliath updated on the status on the previous sprint and the activities planned for the current sprint.
- Regarding the repository creation hoejoo lee suggested to check with Sridhar for next steps if the repository is not created.
- Vishal Varvate (from Capgemini) would like start looking at the QoE xApp changes required to adapt to the new AIML Framework and will start looking into the existing QoE xApp code. Joseph Thaliath described the basic requirement and suggested to sync up again in the next meeting.
- hoejoo lee suggested to upload the Demo video to this AIMLFW project page when it is ready.
2022-09-20 (Tuesday)
Recording Link: https://zoom.us/rec/share/JmgqxJfFPqSd84_JCWvY2MQEnnQfES32H81VmP80lcvVSeTTHlx2GBS8iQVkxWfE.1eAvbXfsHQKphONX
Presentation: N/A
Agenda:
- Holding regular meetings every other week
- hoejoo lee wants to have an official meeting every other Tuesday.
- It is also possible to arrange unscheduled meeting if needed
- we can discuss offline by email or confluence pages for a certain issue.
- Sprint
- The first sprint has started (Sprint #1)
- Repo creation
- For this sprint
- portal/aiml-dashboard
aiml-fw/awmf/tm
aiml-fw/athp/tps/kubeflow adapter
aiml-fw/athp/sdk/feature store
aiml-fw/athp/sdk/model storage
aiml-fw/athp/data extraction
- portal/aiml-dashboard
- Next sprint
aiml-fw/dep
- ricapp/qp-aimlfw
- For this sprint
- Action item of the previous meeting
- Joseph Thaliath about deployment repository
- keep the separate repository from it/dep as RICPLT
- Joseph Thaliath about deployment repository
- About F2F Demo
- Joseph Thaliath shared the situation and then we need to discuss the demo scope and quality.
- Marwan Mansour (from Dell) is interested in the inference platform, so Joseph Thaliathgave him the presentation about the flow again.
- Vishal Varvate (from Capgemini) is working on ONAP, already has a training manager, and wants to discuss how to contribute
- Deepanshu Karnwal(from HCL) is interested in xApp-related contribution, his company has already contributed several xApps such as AD xApp
Discussion about cooperation with Keysight (Eng Wei Koo)
2022-09-06 (Tuesday)
Recording Link: https://zoom.us/rec/share/aGhbxgdk6Ql6J-tGxi_Nb87znEDESSOhlV5Iwi1M0IQ53owkoNDpan0O3YRB5-Hr.hYHSHbfEyFrDc5-J
Presentation:
- Greetings
- hoejoo lee The First sprint will start on the 12th - O-RAN SC's dev sprint2 begins on the 12th and ends on the 30th Sep.(Releases - Releases - Confluence (o-ran-sc.org)
- hoejoo lee Jira Task creation is in progress. For seed code contribution, we will use an epic name as 'seed code', after that I will bring the names for the next features.
- G release
- G Release
- G Feature Scope / Achievements:
- Stand-alone installation with Kubeflow as a Training host backend and Kserve as an Inference host backend
- Manual Deployment of ML rApp and ML xApp
- Initial Training Job Management (Data extraction/feature management)
- Sample ML pipeline and ML xApp: QoE Prediction model using LSTM with data from ricapp/qp) => will bring this issue as a discussion point to RICAPP project
- G Feature Scope / Achievements:
- G Release
- Introduction of the project
- Initial Repositories :
- Joseph Thaliath said that we would create aiml-fw/dep repository and link to it/dep
- James Li worried about the separate deployment repository from it/dep. He thinks of integrating all deployment flows and manage together in the same repository.
- Avinash Bhat suggested discussing in the 'integration' meeting
- Architecture Flow for Initial Seed Code Contribution
- James Li said that about the seed code, for python language, it is required to put on the dependencies in the requirements.txt to check on the license standing in the dependencies quickly.
- James Li also said that there might be some researchers who are interested in this project. They are mostly focusing on developing models, they might want to see the data set availability.
- Joseph Thaliath said that currently, this project focuses on the development of the framework, and we try to show the demonstration with a sample use case and test the framework. Jack from the TOC meeting also worries about data management. After the G release we can discuss data management as well because then we secure the basic version framework.
- Sridhar Rao suggests working with ITU-T since there is data for many RAN use cases.
- Initial Repositories :
- Discussion with projects
- MVP contribution related to AIML workflow
- Joseph Thaliath mentioned that we would provide some feedback to get a better understanding of the expected end-to-end workflow
- Joseph Thaliath/ Avinash Bhat said that we will be following the discussion from the MVP-C meeting and presenting our views.
- EMCO framework
- Joseph Thaliathsaid that we are checking the cooperation with EMCO project, and they would be presenting a demo in the follow-up meeting. We will keep an eye on it.
- MVP contribution related to AIML workflow
- CII badging
- Joseph Thaliathsaid that we also need to keep in mind about this